{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from sklearn.cluster import KMeans\n",
    "from sklearn import metrics\n",
    "import csv"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "x_train_path = \"./data/x_train_process.csv\"\n",
    "oraginal_train_data = \"./data/train.csv\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "def load_data(file_name):\n",
    "    bank_data = []\n",
    "    with open(file_name) as csvfile:\n",
    "        csv_reader = csv.reader(csvfile)\n",
    "        data_header = next(csv_reader)  \n",
    "        for row in csv_reader:  \n",
    "            bank_data.append(row)\n",
    "    return bank_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "X = np.array(load_data(x_train_path)).astype(float)\n",
    "\n",
    "def draw_elbow_pic(data):\n",
    "    plt.figure()\n",
    "    plt.xlabel(\"Number of clusters\") \n",
    "    plt.ylabel(\"Distance\")\n",
    "    plt.title(\"elbow_pic\")\n",
    "    x_data = []\n",
    "    y_data = []\n",
    "    for k in range(3,20):\n",
    "        y_pred = KMeans(n_clusters=k).fit_predict(data)\n",
    "        score=metrics.calinski_harabasz_score(data, y_pred)\n",
    "        x_data.append(k)\n",
    "        y_data.append(score)\n",
    "    plt.plot(x_data, y_data)\n",
    "    plt.show()\n",
    "\n",
    "draw_elbow_pic(X)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "X = np.array(load_data(x_train_path)).astype(float)\n",
    "old_data = np.array(load_data(oraginal_train_data))\n",
    "def statistic(data,old_data,k=3):\n",
    "    # 年龄、工作、教育分别对应索引[0,1,3]\n",
    "    statistic_data = old_data[:,[0,1,3]]\n",
    "    y_pred = KMeans(n_clusters=k).fit_predict(data)\n",
    "    clusters =  [[],[],[]]\n",
    "    for index,cluster_num in enumerate(y_pred):\n",
    "        clusters[cluster_num].append(statistic_data[index].tolist())\n",
    "    return np.array(clusters)\n",
    "    \n",
    "clusters = statistic(X,old_data)\n",
    "\n",
    "def get_count(data):\n",
    "    data = data.tolist()\n",
    "    keys = set(data)\n",
    "    values = []\n",
    "    for key in keys:\n",
    "        values.append(data.count(key))\n",
    "    return list(keys),values\n",
    "\n",
    "age_data_all = []\n",
    "job_data_all = []\n",
    "edu_data_all = []\n",
    "\n",
    "for index,cluster in enumerate(clusters):\n",
    "    age_data = np.array(cluster)[:,0]\n",
    "    job_data = np.array(cluster)[:,1]\n",
    "    edu_data = np.array(cluster)[:,2]\n",
    "    age_data_all.append(get_count(age_data))\n",
    "    job_data_all.append(get_count(job_data))\n",
    "    edu_data_all.append(get_count(edu_data))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 1.各个聚类的文化程度比例饼图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "area = np.pi * 4**2\n",
    "colors = [\"red\",\"yellow\",\"blue\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYEAAAD7CAYAAACMlyg3AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvnQurowAAIABJREFUeJzs3Xd8VFXawPHfMzPpjV5DbxkgNEFFaera27qWde1117UL675ueXez6rrs6zZdcd1iQbGgrAWxoyK9I3UinYQOIaS3mXneP+4NJJCQNpOZSc7388mH5M655zw3wDxzzz1FVBXDMAyjdXKEOgDDMAwjdEwSMAzDaMVMEjAMw2jFTBIwDMNoxUwSMAzDaMVMEjAMw2jFTBIwIo6IZIjIjFDHYRgtgUkCRlgSkRtEZKWIFIrIPhH5RETGBbD+3iKiIuIKYJ0DReQDETkkIkdE5DMRGRSo+g0jGEwSMMKOiEwG/gY8BXQGegLPA1eGMq6qakkebYDZwCCsuJcDHzRnXIbRUCYJGGFFRFKAx4H7VPVdVS1S1QpV/VBVH62h/CQR2X3CsZ0i8j37+9PtO4p8ETkgIn+xi823/zxq322MtcvfISIeEcm1P8n3qlKvish9IrIF2HJiLKq6XFVfVNUjqloB/BUYJCLtA/CrMYygMEnACDdjgVjgvQDV9wzwjKomA/2At+3jE+w/26hqoqouEZErgV8CPwA6AguAN0+o7/vAGcDgerQ9AdivqjlNvAbDCBqTBIxw0x44rKreANVXAfQXkQ6qWqiqS09R9h7gD6rqsdt/ChhR9W7Afv2IqpacqlERSQWmAZObegGGEUwmCRjhJgfoEMAHtncCA4FMEVkhIpedomwv4BkROSoiR4EjgADdq5TJrqtBEekIfA48r6on3kkYRlgxScAIN0uAMqxul/ooAuIrfxARJ1ZXDgCqukVVfwR0Av4IzBKRBKCm5XOzgZ+oapsqX3GqurhKmVMuuysibbESwGxV/X09r8EwQsYkASOsqGoe8Btgmoh8X0TiRSRKRC4Wkf+r4ZTNQKyIXCoiUcCvgZjKF0XkJhHpqKp+4Kh92A8csv/sW6WuF4BfiMgQ+9wUEbm2vrGLSDLwGbBIVR+r90UbRgiZJGCEHVX9M1Zf+q+x3qyzgfuB92somwfcC/wH2IN1Z1B1tNBFwEYRKcR6SHy9qpaoajHwe2CR3f1zpqq+h3W38JaI5AMbgIsbEPpVwBjgdnvEUeVXz4Zcv2E0JzGbyhiGYbRe5k7AMAyjFTNJwDAMoxUzScAwDKMVM0nAMAyjFTNJwDAMoxUzScAwDKMVM0nAMAyjFTNJwDAMoxUzScAwDKMVM0nAMAyjFTNJwDAMoxUzScAwDKMVM0nAMAyjFTNJwDAMoxUzScAwDKMVM0nAMAyjFTNJwDAMoxUzScAwDKMVM0nAMAyjFTNJwDAMoxUzScAwDKMVM0mgBRCR3iKyoYl1XCEijzWgvIjI70Vks4h4ROTBprRvGEZouEIdgBEeVHU2MLsBp9wG9ADSVNUvIp2CEphhGEFl7gRaDpeIvG5/Kp8lIvEi8hsRWSEiG0TkXyIiACLyoIhsEpF1IvKWfew2EXnO/r6ziLwnImvtr7NqaO+nwOOq6gdQ1YMi4hCRLSLS0a7HISJbK382DCP8mCTQcgwCnldVN5AP3As8p6pjVHUoEAdcZpd9DBipqsOAe2qo61ngG1UdDowCNtZQph/wQxFZKSKfiMgAOyHMAG60y3wPWKuqhwJ0jYZhBJhJAi1Htqousr+fAYwDzhGRZSKyHjgXGGK/vg54XURuArw11HUu8A8AVfWpal4NZWKAUlUdDfwbeMk+/hJwi/39HcDLTbsswzCCyTwTaDm0hp+fB0araraIZACx9muXAhOAy4FfiUh6I9rbDbxrf/8e9pu93dYBETkXOJ3jdwXNLyOlA9AF67qrfsVU+d4JFABHgdwqf+aSkVcegqgNo1mZJNBy9BSRsaq6BLgBWAicBRwWkUTgGmCWiDiAHqr6tYgsBK4HEk+o60usPv+/iYgTSKzhbuB94BxgBzAR2Fzltf9g3Y28pqq+gF5lVRkp8VjdYH2A3vZX5fe9gKQm1l8CHAG2AZ5qXxl52U2qO4BEpDcwx+72q3r8cWC+qs49xbkZQKGq/imYsTSyrlfsumY1tS6jdiYJtBzfAfeJyEvAJqzunLbABmA/sMIu5wRmiEgKIMCzqnrUfmZc6SHgXyJyJ+DDSghLRORj4C5V3QtMxepSegQoBO6qcv5srDuDgHUFpU9Plw5e35Cvs/ecDYyxv4bY1xMscUB3+2tCtVcyUgqBTKzf9WLgKzLytgQxlgZT1d+EOgYj/Inqib0IhtE0IjIa+Kuqjm9KPenT04cAl2C9AZ+NapuFWXvyUvz+NoGIMwiygK+Br4Avycjb0xyN2p++P+H43d8e4EqsDwJzVHWWiFwC/AUoAhYBfVX1MvtOoCfQ1/7zb6r6bA1tTAWuwHqG9Lmq/kxEOgMv2OeC9WFhb02xqGqJiIywy8dj3V3doaq5pzj+CuZOIOhMEjACyp5w9lPgRlVd2NDz06ennw5cZX8NOvH1Pxw8vPKyouLRTQ60eWwB5gJvA9+QkReU/2x2EtiK9fznWxF5G+tu7HvAHPtrCzBBVXeIyJtAUpUkcAFW114S1h1lF1WtqFJ/e6y7nTRVVRFpY989zgSWqOqxbkOsu8+TYlHVGSKyDnhAVb+xu6qSVfXhUxx/BZMEgs50BxkBpapTsbqK6iV9eroTGA/8APg+1gS0Ws1NiC+6rKi4STE2owH210+BLDJS3gBeIyNvUxDa2qGq39rfr8J6LlIpDdiuqjvsn98Eflzl9Y9UtQwoE5GDQGesB/+V8oBS4EURqUwqYI0iuwWsUWRAnoi0rSkWu/uxjap+Yx+fDrxT2/FG/QaMRjFJwAiJ9Onp3YG7gTuB1Pqetzo2JjloQQVXT6z5GY+RkbIaeA14k4y8AwGqv6zK9z6s5xmNPbfa+4KqekXkdOA8rAEG92MlgGDEYjQzM0/AaFbp09PPS5+e/j6wC/gtDUgAALkOxwCf9cYSyUYBfwX2kJEym4yUJj07qYfvgL52txHADxtysj26LEVVPwYeAYbbL1WOIkNEnPan+hrZo8tyRaTyWm/GmpBY4/GGxGc0jbkTMIIufXp6LNZ8gYeAxsxJOE4kcUNM9ObhZeUDAxFbiDmx5mpcTkbKQuAPZOR9HOhG7Iey9wKfikgRx0eKnVLlaDCsOScfiEgs1oiyyXaRmkaR7TtFlbcCL4hIPLAduL2O40YzMA+GjaBJn57uwpo1/BusYZYBcdvR/PlTco9OqLtkRPoW65nKO2Tk+QNVqYgkqmqhvX7UNGCLqv41UPUbkcskASPg0qenC3Ad8ATWg9GA6l9evui9PfvPDnS9YWYL8H/AdDLyKuoqXBd7PsetQDSwBrhbVSPmCbsRPCYJGAGVPj39QuAprH7voHCpZq3Zmd0zWPWHme+AycHoJjIMMEnACJD06ekjsSYjTWqO9r7O2n2og8/fmpao/gQrGWSGOhCjZTFJwGiS9OnpCcDjWA8Jg7mEQzW/PZyz/JqCotObq70wUQE8DTxJRl5JqIMxWgYzRNRotD/eMvg8rLVzJtOMCQBgbnx8a3wTjAJ+CWwgI+WiUAdjtAwmCRgN5klzJ3nS3C9evlw/TcvWolDEsD4mum0o2g0TfYFPyEh5iYyUhFAHY0Q2kwSMBvGkuc8B1gN3CLh+9ZbP4fRpk0evNFS+wzGwwuoeac1uB1aSkTIs1IEYkcskAaNePGnuaE+a+xmsWaK9Ko/HeBl07xz/4mYPSCR2TWzM5roLtnhpwDIyUu4NdSBGZDJJwKiTJ83dAWs1zAexZoxWM26TntnrgG5r7ri+SIjPae42w1QsMI2MlP+SkRKuy2wbYcokAeOUPGluN7AMa6XPGgnEZLzuKxZro/lmszguNqo524sAPwC+JSNlbKgDMSKHSQJGrTxp7guAJRzfNKRWCWWk3zrX3+D9A5pit8vVuznbixC9gG/ISLkl1IEYkcEkAaNGnjT3fcDHQK0rQ57o4pV6WucjurvukoHhF+m6x+U81YJlrVUUMJ2MlMdCHYgR/kwSMKrxpLmdnjT3c8BzNHDsv0DCEzN8gVofv16+jo/f2ZztRZg/kJHydzJSzP9zo1bmH4dxjCfNnQx8BNzX2DraFHHaNQubr1voq/i41j5MtC73A2+TkRIT6kCM8GSSgAGAJ82ditX/f2FT67p2gX9o2wI92PSo6rYpJrpDc7QT4a4GPjcjh4yamCRgVA4B/QIYHIj6BNo8PsO3PRB11aVIZECpSGlztBXhJgALyUjpHOpAjPBikkAr50lzJ2GtUJkWyHo7H+XMC1f5lwayzhqJRC03k8bqawjwKRkp9X7Yb7R8Jgm0Yp40dwzwPjA6GPXf/oW/X2KJHg1G3VXNTYg/Euw2WpARwIdkpJjN3w3AJIFWy5PmdgJvAecGqw2H0vE3b/g2Bqv+SstiY+OD3UYLMx7rYbHZY9wwSaA18qS5Bfg38P1gt9X7IGeftcm/Kpht7HM5+wSz/hbqMuAVMlJOWgbEaF1MEmidnsZagbJZPPChv3NsuRYGq34V6bgjyrUrWPW3YDcCz4Q6CCO0TBJoZTxp7l8AU5qzTaef1F+87VsdzDa+jI9vtpnKLcwDZKT8MtRBGKFjkkAr4klz34a1CXyzS8tm3PBt/nXBqn9efJwvWHW3Ak+QkdLk+SFGZDJJoJWwVwOdFqr2BRw//68/0eXVsmDU/110VJdg1NtKOIAZZKT0CHUgRvMzSaAVsIeCvgGEdBRNlI++j7wfnLkDpSL9CkUKglF3K9EBa8SQWZ67lTFDxFqHqVjjw0Nu9BY9e+uDmV5NdrpEBJzQP6P/SeUKPYXsf2M/6lOcSU76/uL4atbqV7ZlbCOqbRS9HrE2Ocv+525n2tZC1y1pTp46LxaAJ+eXMbSTg++nmfe1ejoTa9DAw6EOxGg+Jgm0cJ4090XAQ6GOo5KAK7mYig5P9PY6UqJq/PfnK/Kx77V99JrSi+j20XjzvdVez/k8h5huMfhLrD1sSrNLcUQ7uCGj5/IVf8mamFeqFFcoy/b4+PUEs25aAz1ERspCMvJmhToQo3mY7qAWzJPm7gS8Qg1bQoaSC6Ju+ty3vLbXjy49SvJpyUS3j7bKJx/PFRVHKihYW0DbCW2Pn+AEf7mfFdHRCRU+cDrgN1+X8btJJgE00otkpAwIdRBG8zBJoIWyJ4S9AoTdgmEiwqtzs8fufGxL+ZF5J6/4UL6/HF+Rj+1/2M7W324ld1Husdf2vbGPLj/sUi2txXaLxZXkYsnjO0deNtClW4/48SuM6tqg7RBqlJ3n55zpRQyeVsiQ5wt5Zmn159p/XlyG/C6fw8U176x50Ywi2kzN57I3iqsd/2qHl1H/LGTo84Xc+n4JXr8C8N9NFQx5vpDxLxeRY9e57YifH84qPqnuIEoGXjf7ELQO5i+55XoQuDjUQdRkRo+evNu7j7zVLnXLkS9zKPquqNrr6ldKdpbQe3Jvev+sN4dmH6Jsfxn53+bjSnYR1/vkZW+63tiVAU8OcF46KXH7/35dxhPnxvD7+WVc904x/15V3uhYXQ748wWxbLovkaV3JjBtRQWbDlmjUbPz/Hy+3UvPU0y6ffSsGF67qnq8flVufb+Et66JY8O9ifRKEaZ/a22L8Pfl5ay4O4GfnBbFG+utbrBff13Kk+c0+13NGODe5m7UaH4mCbRAnjT3MOCPoY6jNp2jrAe1fX1RQ0bFx+8q2V5S7fWotlEkpifiiHHgSnIRPzCe0qxSircUk78mn++mfMfuf+ym0FNI9j+zq5371AYtO62rg8JyZVuun7evjWeWp4LiCm1UrF2THMfuKJJiBHdHB3vyrboe+ayU//te7Cn72s7r6yIppnqJnGIl2gkD21v1nt/XxX891hu+Q6DMC8UVEOWEBbu8dElwMKB90+9qGuH3ZKR0C0XDRvMxD4ZbGHthuNeAsOwQL/b7UZQEh5Niv5/C7JLUjuMTD6s1RBGApFFJ7HttH+pT1KuUbC+hw4UdSDk9hS7XWtMBCj2F5HyaQ4+fHB/arl7lo8VF3XffGMOWHP+xN2efH8p9EN/EQUI7j/pZs8/HGalOPsisoHuSg+FdGv7m3CFe8Pph5V4fo7s5mbXJS3a+1fXzi3ExfO+1IrolOZhxVRzXvlPMW9eEbGRvMtayEteGKgAj+EwSaHl+DAwLdRC1yfF6eXDvHgC8qlyanOy8bk3CzuvKj3QAaHduO2K7xZKYnsjW/90KAm0ntCU2Nbbuur/MIXFCu/L4qCKGdXZQ7FXS/1HIJf1dtIlt2rPxwnLl6reL+dtFsbgc8NTCMj6/KaFRdYkIb10dxyOflVLmVS7o58Jph3d+Pxfn90sE4NW15VwywMXmHB9/WlxO21jhmYtjiY9q1uf815CRcikZeR81Z6NG8xHVxt0mG+HHk+ZuA2yhyqfqSPHGRMei989ynN3kilR1YdaevBS/P2BbKVb4lMveLObCfi4mj41h/QEf571afOzOYne+0i1JWH53Al0ST+5hnbfTy58WlzPnhpo/0X++zct/Vpfz9rXHXy+uUC57o5jPbornsjeLefe6eGZtqqDcB3efFh2oS6uvXcBgMvKa9em00TzMM4GW5TdEYAIAuP4bvzulUA81uSIRmR8fuzUAIQGgqtw5uxR3ByeTx1o9bOmdnRx8NImdD1tfqcnC6p/UnABqc7DI6v4p8yp/XFTGPaOrv7E/vaicB8+IJsoplFSAiPW8oLHPNpqoF5ARioaN4DNJoIXwpLkHAveHOo7GckC7x2f4AvLmPTc+PmDLVi/K9vHaugq+2uFlxAuFjHihkI+3VNRafuVeH3fNPv6ge/zLRVz7Tglf7vCS+pcCPttqPQB+elE57mmFDHuhiMsHuji3z/Ge2b0Ffpbv9R2b6fzA6dGM+XcRL6yq4Ib0kM1+foSMFLNvQwtkuoNaCE+aexZwdajjaKp/XuRY9uVIxxlNqaOtz7dmftaekYGKyTjmRTLy7gp1EEZgmTuBFsCT5h4J/CDUcQTC3Z/5eyeUaF5T6sh1OAb4wCwtHXi3mLuBlsckgZbhScJsaYjGciidf/2Wb32TKhFJ3BATHbDnAsYxUcCvQh2EEVgmCUQ4T5r7LOCSUMcRSP32M+6MTH+TdiL7IiH+QKDiMaoxdwMtjEkCke+JUAcQDA994O8YXaGNHpK4MC42JFNsWwFzN9DCmCQQwTxp7qHAuaGOIxhcfno89o5/RWPP3xUVZXbJCh5zN9CCmCQQ2Vr0SI0hu3T80J3+jY051yvS85DT0fR5B0ZNooCfhzoIIzBMEohQ9paRN4c6jmAScDz2jj/G5dNGLQM6Lz5ue6BjMo65gYyUkG5XagSGSQKR6wdAu1AHEWzRXvo/+IF/cWPO/TI+vjTQ8RjHJGMWlmsRTBKIXHeHOoDmcsZ3ena/fbqloeetj4luW3cpownuDHUARtOZJBCBPGnu/sCkUMfRXASifvOGr8Lh1wZNAMt3OAZWQO1rPBhNNd5sQxn5TBKITHfSQiaH1VdcOYPv+sy/sEEnicSujo3ZHKSQDMsdoQ7AaBqTBCKMJ83tAm4LdRyhcN63enq3HN3VkHPmJsQfDlY8BgC3kpFi5mREMJMEIs9lQJdQBxEKAnGPv+bLpQGrHi6Oi232xfdbma60sBnrrY1JApGnRc8NqEtyCSNumFf/bqHdLlfvIIZjWG4MdQBG45kkEEE8ae5Y4HuhjiPUrlyqw9vn6b76lPWLdN3jctarrNFoF5GRYraqjVAmCUSWswnTDeSbk0DyE6/5sutb/qv4+J1BDMeAFGBcqIMwGsckgcjSItcJaowOBZx+2bL6TSL7Oj6uUTOOjQa5LNQBGI1jkkBkOSfUAYSTm77yD0ou0py6ym2Kie7YHPG0RiUavXmeb9g3d5VPGRTqWIzGMdtLRghPmjsRyAVM32sVu9uzePKPXWedspBqxYpdu32xqrHNFFaL5Vdyd2jXzA98Z/ve8U3sv4/2VUeqdd859dK9IQvOaBTzhhI5JmD+vk6SmsNZk9b5l88b5ji91kIiUctjYzwTSkqHNWNoLYIqvnziN833D8t5w3dex6V+t1txjK2l+PeAV5szPqPpzJtK5DBdQbX4ycf+HssGSn5JrCTXVuaLhPjcCSVmPbn68Kpjn0d7bXvHN8H5vu/swfkkptfz1AmYJBBxTBKIHOahcC2cStdfz/TN/9Wtrgm1lVkWG2u6gmqhSulhUjZ95htd8Kbv3NSN2qcf1iSwhhoT6NiM4DPPBCKAJ83dFjiMeZBfKwV9+mrH2pUDHSNqel1UD63bmW0eENvK1LVjtX9A1kzfOQmf+scMKSUmLgDV+oDknVMvbfS2oEbzM3cCkWEiJgGckoBMfs/f9rbJUlIeJSe9oalIxx1Rrl19Kry9QhFfqKmSn60dN83xj614y3dOnyzt3AcI9BaRTmAksCjA9QIgIrcBo1X1/mDU31qZJBAZzgh1AJHA5afXz/7r/+ap650Ta3r9y/j43Xfl5beKJKCKFhGbudg/5MCbvnPbzfcPG+zDeWYzND2GICUBIzhMEogMfUMdQKQYvkPHubN0k6enDD7xta/j4/x35eWHIqxm4VM5tFW7b37XN15m+SYMzCHFDbibOYx6PxcQkd7AHFUdav/8MyARa6+MZViDIdoAd6rqghPOvRT4NXA58CcgHxiNtbjiz1V1logI8H/AxYACT6rqTBGZBnymqrNF5D0gV1XvEJE7gH7Av4FPgIXAWcAe4EpVLWn4ryP8mSQQGQJ9295iCTh/OdPnum2ys8LnlKiqr22OjuoUqriCQZWKoyRu/Mo/Mu9173mdV+uAQSChfu4xJED1uFT1dBG5BPgtVdbMEpGrgMnAJaqaa73X0xVr6Yo0YDYwC2sL1hHAcKADsEJE5gMLgPF2ue4cfwg+HnjL/n4A8CNVvVtE3gauBmYE6NrCikkCkcEkgQaI8TLw/g/93zzz/erdQqUi/QtFChJVk0IVW1NVqDN7vfbZ+bZvUvSHvrGDi4ir8UF4CPXv/dhHsnPqpU0dcfKu/ecqoHeV4+difeK/QFWr3ta9r6p+YJOIdLaPjQPeVFUfcEBEvsG6U1kAPCwig4FNQFsR6QqMBR4E2gM7VPXbWmJoUUwSCHOeNHcC1qcYowHO8ujYD87UbTu7SL9jB0Wci+Nit15QXDIyhKE1iCrF+2m38RPf6SVv+s7tuUVTewM9Qh3XKSRgfbreXY+yXqoPeKg6jLfM/tNH9fepbVjdowOBlTWUhzp23VPVPSLSBrgImA+0A64DClW1QETan1CfDwjE6KmwZJJA+DN3AY0gEP3bN3wldzzi9KvIsTeauQnxeRcUh3fXboEvasvg54u7+hM7+RJ+9LfYcqKO9bMXrPmYgtUfgcOBIyqOdhfdT3SHnpTt/Y6cz56zCqnSZtwNxA88C19xHofe/T3+skLajL+Z+IHWZN+D/32CdhfciyupfTAuoS/1SwIHgE72m24h1iJ0n9Zxzi7gUeBdEblWVTeeouwC4CciMh3rjX6CfS7AUuBhrDuL9ljdR7PqEXOLY5JA+DNJoJESyhh6++f+b1668Hi30MrYmMRQxlQTv5K7U7tUrsfTL3P5ggFlnbei5cVEUe2xBgmDJ5E00trIq3jLMnK/+g+dr3ucqI696Hrr3xCHE2/hEfa9/ABx/c+gaNM3JI68mPiBYzn4TgbxA8dSvHUZ0Z37BisBgNV1Mr+uQqpaISKPA8uxHr5m1qdyVc0UkRuBd0Tk8lMUfQ+ri2ct1oPhn6vqfvu1BVhdSltFZBdWklhQczUtm0kC4a93qAOIZBeu1jEfj9Hs/e2kB8Ahp3OAgkodXQbBpIqvgDjPfP+ww2/6zuu42D/42Ho83vzDlGxfQfLYH1Kw4v2TznXExB+vp6KUystwRB3vSVFv+bHj4nShFWWoz4s4HKjfR8HKD+h49W+CeIXUexiuqj4LPHuK1w9j/x9Q1VeAV+zv1wCVI8BuO+GcRPtPxfrk/ygnUNUXgRft7yuwurEqX9sJDK3y85/qez2RyCSB8GfuBJpAIP6J13yZdz/ksvrRRVIyo6O2ucsr+tVxakD51LHPoz3t9XjGufNIHFpTudwv/0WbSXeg5bVPui1YPYf8Fe+jPi+dr//9seNle78j5+Nn8OYfpMNlkxGHk4TBEzk8+2kK135Km4m3UbD6IxKGnFstaQRBixqF1dKZJBD+TBJoopRiRl0337fw7QnOcQBz4+P3ucvzgpoEVCk7TMrGL3ynFbzhO7f7Bu3bnzrW4yneuhxHQhtiuvSnNGtdreWSRl1G0qjLKNo0j7wlM+lw6WQAYroNottdz1NxOJvDH/+FuL6jccQk0OnaDAB8pYXkL51Fxx/8ipxPnsVfWkjy6VcR0z3gUwnaBrpCI3hMEgh/vUMdQEtw9SJNnztCDxxJls4L4uP0gaN5AW+jXF07VuuArJneSQmf+k8fXELMqIacX7ZnEyVblrF720rUV46WlXD4wz/R4fKf1Vg+3j2BnM+eh0urH4/q0AOJiqP80C5iug44djxv0ZuknHUdRZu+ISZ1CPGDzubQe7+n8w+faPjFnlq7QFdoBI9JAuHP/IcKAIGUx2f4Mu+/19V5W3RU90DUqUrBbu2waY5/bPlbvnP67NIuTVqPp+3E22g78TYASrPWkb/8vZMSQMWRPUS1s8Iv2baCqHbdrONH9+NK7mg9GM47iPfIblwpnaqd5yvIIbbnMMoP7kBc0SCVzw8CztwJRJCAJwERGQ3coqoPBrruKm0sVtWz7GnnZ6nqG02oawYwS1VPfgoXHqKbWkGZ388t2VmUq+JV5YKkJB7o0JHXc3N5NfcI2RUVLOrXn7aumv85DP0ukwEx1v723VxRTEtNBWBJURF/OnQQP5DgcPD7Ll3pFR3NjNwjvH30KF2jovh791SiRVhVXMwXhQU81qlzjW00h055nHHxCv+ST0bLmXkOx9EUv79NQ85XRYuJyVziH3LwDd+5beb7hw2iAGpjAAAgAElEQVT24gr6uk5HF8wgussA4gecQcHqOZTuXAtOJ47YRNpf8ggAZbs3cWjpLHA6EXHQ7vyf4oxPOV7H/NdoM+FmABLcEzn07pPkL51FyvgbgxGy+eASQcJ2KWkRcamqt44yk4CfqWqjN7kOVBKoT7yN4Ulz59DE/1SqSrEqCQ4HFarclLWLX3bqTJQIKU4Ht2Zl8U6v3rUmgdM2f8eqgSdvIXvx9m081z2VfjExvJmby/rSEp7q2o3rd+3kjZ69+NeRHAbFxDApIZEf797N09260cbpbMqlNJlfOHTXg07XL4tytl1eWDy6zvIqh7dqt83v+sbrLN+EgYdpE+plGSLBwZ1TLw1dtjcapM47gYYu8lT5xgxcAWwHRqjqUfvcLVhTuf3AC0BPu5mHVXWRiGRgLeDUF8gSkSeBl7E+DTuAq1V1i4gU2sPApgJuEfkWmA5cBTxYOd1bRBYC96nq2irX4wCew5okko01G7DytTFYi1ElAgeB21T1gIicCfzLjnsu8D1VHSEid2FNcEmxXztPRB7DWrMkFiu5PG7XfStwn30ti4H77WnudWnynYCIkGCtr4LXvhsAGNzEfVYEodBvXUKB309HlzWmXe12SvyKS4QP8/MZn5AQ8gQA4FA6ZrzhW/TRj+K9lxeePAJHFe9REjZ97R955E3vuV1W6KBBIKfew9g4UZP/zRrNp6ndQbUu8qSqfhH5AOuN+WUROQPYZb+pvgH8VVUXikhP4DOOr3Y4GBinqiUi8nfgGVV9XUSisdYrr+oxqtwJiMgRrDHDD4vIQCC2agKwXYPVbzsY6Ia1dsgLIhIDPANcoaqH7ckoTwA/xkpEt6rqchE5cczwSKxEl2v/HnpiLf0swMcichbWCodXYXVdeUXkX8D1QH26sQLyH8qnyjW7dpJVXs4NbdsyPK7+s+DLVbl2506cAne1a8/3kqyldx7v0oV7dmcT63CQ4HDwVk9rePiNbdpyfdYu+kfHMCquHffv2cO/UsNnpYOehzi79ybnx5WLcVSoc/cG7bPjbd/E6A99Y92FxJu9iJvG7H0RQZqaBGpb5KnSTOA3WG+i19s/g5UsBtur/wEki0jlTM7ZVZZsXQL8SkRSgXdVdUsd8bwD/K+IPArcgT2x5AQTsBaV8gO7RWSefdyNtQLiXDsup/16ByBaVZfb5d6gSrIDPlfVXPv7C7CWrV1j/5yItcZJG6yFq1badcdh3YXUR0A+PjtFeK93H/J9Ph7cs4ctZWXH+vnrMrdvPzpHRZFdXs7t2VkMjImhZ3Q0r+Ye4YXUHgyPi+PFIzn88dBBnujSlStSUrgixeqPfv7wYW5s05YFRYXMzsunS5SLn3fshENCNlcLgHPmJ/X1XHzlhx45LWoHHeIA6QBlt8O3dZ5snJK/+ro7RpirTxJozCJPlZYA/UWkI/B94En7uAM4U1Wr7fxtv0EWVf6sqm+IyDKsQXAfi8hPVPWr2gJV1WIR+QK4EmtBqNPqvrzjzQPrVHX8CTHVtXhbUZXvBWvN8hdPqOMR4CVV/d8GxFPJR4ASAUCy08np8fEsKCqsdxLoHGV18/SIjub0+Hg8ZaUkOhx8V1Z27I7i4qRkfry7el476K1gfWkJ93bowC1Zu3i5R09eyMlhaXExZyUknNROc1o37KGc8r1Lky/o2jn1dIerWSeOtQItd9OGFqg+t23HFnmyu0zq/RDWnrb9HvAXwKOqOfZLnwMPVJYTkZr3hRXpC2y3p5Z/AJx4m14AnLgs8H+wpqGvqPIJvar5wA9FxCEi3bG2bgSrW6i7iJxutx0tIkPsaesV9qgnsO5oavMZcKeIJNh1pNpJZC5wXWVCsX+XPU9RT1UV9SxXqyNeL/k+69FHqd/P4uIi+kbXLwHk+XyU2/3+uV4vq0tK6BcdQ7LTSYHfz85ya4jhkqIi+kVX77l69vBhHuhgPUctU0Ww/sGV+OvzKCR49ncavbIwMfXsIpL5IPu5DmW+YvPpP7ACPkDCCJ467wQau8hTFTOBFVRf3+NBYJqIrLNjmA/cU8O51wE3i0gFsB946oTX1wE+EVkLvKKqf1XVVSKSj9UFBYD9POJ2Vb0Ha6XAc7De9LOw7lZQ1TIRuQZ4VkSSsT59/xnYiNW19LKIeLEWmapxppGqfiwiacBS+66mALhBVdeLyO+wupocWG/s99jt16XJ/6EOeb38Yv8+/Ap+lIuSkpmUmMhruUd46cgRDnu9fH/nTiYkJvBEl65sKC1h5tGjPNGlK9vLy8jYfwCHgF/h7nbt6W/fQTzeuQsP7dmDQyDZ4eDJLscnxG4qtW7yKh8+X5qUzJU7d9DVFcWd7UI3gtDrjM3f5L6lG4AzZnj38vINKbOzpg2+oPtti1KiO54dssBaFpMEIkjYDhFtLBHpBswD0uo5+qY+dSaqaqH9/a+Adqo6JRB118WT5j6E2U8gYFaOenRBfnLvY11+pbl/3QPaHeDsTlfNS00YOClkwbUcu1Onjg+fkQDGKbWop/gicgvWsNVfBSoB2K4QkW9FZAPW0rR/CGDddQnKlM7W6GCH4Wvyk3qNq3pMnF22VX6/6OB7kzbmLloQjPkercyhUAdg1F+LSgKq+qqq9lDVdwJc7xuqOkJVh6rqZfZzguayv+4iRl18juiijYPv7FA5+qCSMya92ljZDUcXjl9yaPZaVS1o3ghblAOhDsCovxaVBFqoXaEOoCVYO+zeVepwntRF4YweNIQThjRmF2WeNnfva/v86jcJuHFMEoggJgmEP5MEmiin3eB1R1P6j6/pNZGoeCR+w4nHj5TvG/hR9gvq9VdsDn6ELY5JAhHEJIHwZ5JAE/gcUSXrhv4k6cRuoKqc0QOLajpe7CvoOjvruS4l3sJVwYuwRTJJIIKYJBD+TBJogvVDf7xcHa5TLu/sjBle63aIFVqe/GH288Nzy/a3yv1nG8kkgQhikkD4M0mgkXLbDNh4pK17XF3lHM72vcCxs7bXFXV9vnf6+F2Fm+YFMr4WzCSBCGKSQPgzSaAR/OIsX5t+bwwi9Vpyw+HqVufEvaWHPpy09si8Rapqhu2eWn3XxTLCgEkCYc6d6ckBCkMdR6TZMPjOJX5ndP/6lnfGDE+suxRk5i07e9HB9zaqauD3p2wZSoCtoQ7CqD+TBCKDuRtogLzkPt8d7jCsQUtAOKL6DaH6YoC12lO8ZeTne1857Fff7kYFCEz5eCoj/n4F571467FjczK/5rz/3ELPP05k7b5Tr87i8/u46OU7uW3W/xw79sqq/zLunz+ixx8ncKT46LHjH383j/P+cws/eP1+ckus3LUzdw8//eC3jQ3/VDamTh3vq7uYES5MEogMJgnUk18cFWuGPwAiDVomXcQVgyNpY33LHy0/2O/D7BeiK/zlnoZHCdemX8Rr1z5d7digDn3411VPckaP4XWe/+LKWfRvX/159ujUdN68/i+kJnepdvzlVe8y59Z/cdOIK3h/01wAnl7wH34+/q7GhF6XE/fvMMKcSQKRoa59FAybJ+2WxX5nzMl7YdaDM2pQg9bBL/UVdvog67mexd78FQ1t68weI2gTl1zt2IAOvenXvu7FZfflH+Sr7Uv40fBLqx0f2nkgPVK6nlTeIUKZr4KSilJcDhfLstfSMaEdfdoFZXmfdcGo1AgekwQiw8JQBxAJChJ7bD3QafTYxp7vjBne4H0FfFqRMCf7hVGHS/fMb2y7DZXx5d/55aSf4pD6/fe978ybuOGtR5i7dTFXDj6PZxZP56Gzbq37xMYxSSDCNHVnMaN5fIO1dW9ot+MKY4r4Vo94uBxrG9JGcThTuoFrC3gHNKxtdX65b8aEMR0umtcncdhEOcXEtKaau3Ux7RPaMqzLIJZkran7BGBCnzFM6DMGgFkbPuXcvmey40g2jy1/i5TYJH73vQeJi2raftNVmO6gCGPuBCKAO9NzCGv/A6MWmYNuWOhzxQ5uaj0OV+rexp674vCnk9Yc+XKpqgZte8WVe9bzxZZFjP3Hddw3+3cs2rWaBz98ol7nllSU8s76T7h11A/488KX+Oulv2RMajrvbfwiUOHtTp06vqaNnIwwZu4EIsc8rD2QjRMUxnfdsa/L2DMCUZczZngbv3dno8/fkr9qbEHFkXUTOl+bKiIB3z3nsYk/4bGJPwFgSdYa/rn8LZ69vH67lr6w7E1uP+0aopwuSr1liAgOcVDiLa375Poxs6ojkLkTiBzzQh1AOFLEv3rk5AJEAtKf4YjqM4Rado6rr/0lO4Z9uuelPL/6ah3Vdd/s3/H9137K9iNZjJl2NW+tncMnm+czZtrVrN67kdtm/Q83zrT2LdpfcJhb3nm0znZfWjmLMdOuZl/BIc5/+XYe/eSPx2MqOMy3+zxcNNBaR+/2067msuk/Zsa3H/D9wec35XKr+ixQFRnNp8XtLNZSedLcHbGm45vnAlVs7n/t/N2pkyYEss6yvJeWqv/omU2tJ8YRf/iSHnfvj3bEDg1EXBGgW+rU8ftCHYTRMOZOIEKY5wInK47rlLW7+8TRga7XGe0OyM5iZf7iDrOzpvUrrDi6NBD1hbn1JgFEJpMEIsu8UAcQLhR01cjJOYjEB7puZ0z6IKuJpvOpN+6j3f88/UDJrm8CUV8Y+zzUARiNY5JAZJkX6gDCxba+Vy6siE4aGYy6xZHYEaJOvW5Dwzjm7X9r4ua8ld8EeO/rcGKeB0QokwQiyzwC9Ak1kpXEtt+T1eP8EcFswxHV62Cg61xz5MuJK3M+W6GqJYGuO8RKMCODIpZJAhHEnek5DHwd6jhCbdXIKfsQSQpmG86Y4R2CUe/2grVnzNv/1nZV/6Fg1B8iX6dOHR+wcaZG8zJJIPK8GOoAQmlHr4sXlsekBPxh8Ikcrp5uICcYdR8szRryye7/lPjUuyMY9YfAG6EOwGg8kwQiz7vA0TpLtUClMW327+h9aXpztCUiDnG0D+RzgWoKvLk9Z2dNa1PmK4n0ZRYKgfeC2YCIpInItyKyRkQavL5TDfVdISKPBSK2E+qNyH0/TBKIMO5MTymt9JPXqpFTshBJaa72nDFDgjono9xf2nZ21rS0/PKcxcFsJ8jeT506vriplcipd4D7PjBLVUeq6ramtqWqs1V1alPrCRWxBOy92ySByNTquoR29ThvcVlsu9Obs01n9BA3ENQNUvz4Yj7Z85+xe4u3zQtmO0E0va4CItJbRDJF5HUR8YjILBGJF5GdIvJHEVkNXCsiI0RkqYisE5H3RKStiFwCPAz8VES+tuu7SUSW23cH/xQRp/31iohsEJH1IvKIXfZBEdlk1/mWfew2EXmuSmxf2a9/KSI97eOviMizIrJYRLaLyDX28US73Gq7nSvrcf0X2eXXisiX9rF2IvK+3e5SERlmH88QkZ9VOXeDHWNvEflORF4FNgA9arnefiLyqYisEpEFIpJWV3wmCUQgd6ZnNfBtqONoLmVRSYe29b2qzn/MgSaOuLZITHNM0JMFB2ZN8hxdOl9VI2lXrh3Al/UsOwh4XlXdQD5wr308R1VHqepbwKvA/6jqMGA98FtV/Rh4Afirqp4jIm7gh8DZqjoCK0nfCIwAuqvqUFVNB162638MGGnXeU8Ncf0dmG6//jrwbJXXugLjgMuAyjuHUuAqVR0FnAP8+VSrxopIR+DfwNWqOhy41n7pd8Aau91f2tdelwFYv8MhQIdarvdfwAOqehrwM+D5uio1SSBytZq7gdUjJ28jCIux1Ycjqu+R5mprXe43E5Yd/mi1qkZK3/JLqVPH13fIcraqLrK/n4H15gowE0Csbr42qlo5qW46UNNyIOcBpwErRORb++e+wHagr4j8XUQuwko0YO1v8LqI3ATUNBN8LMe7V1+rEhfA+6rqV9VNQGf7mABPicg6YC7QvcprNTkTmK+qOwBUtfLf0zi7PVT1K6C9iCTXXMUxu1S1cvb5SdcrIonAWcA79u/mn1iJ7JRMEohcr2N9KmnRdnebsLQkvlOT1/FpLFfM8C51lwqcXYUbx3y17/VsVf+B5my3Ebwc//RZHycmi8qf67WvcxWC9cl9hP01SFUzVDUXGI41l+Ye4D92+UuBacAorMTRkJWTqy4JXvlp/0agI3CafSdyAAjYZgxYv9eq78tV6z72u6rleh3A0Sq/mxH2ndcpmSQQodyZnlyCPCoj1MqjEo5sHnBtk0eDNIXD1W0QyP7mbPNw2R73R7v/5fX5K7Y2Z7sN9Gbq1PF7GlC+p4hU7vp2AyfslqeqeUCuiIy3D92MtZnSib4ErhGRTnCsb72XiHQAHKr6X+DXwCj74WkPVf0a+B8gBUg8ob7FwPX29zdS96S3FOCgqlaIyDlArzrKLwUmiEifynjt4wvs9hCRScBhVc0HdmIlLERkFNCnpkprul77/B0icq1dRkSkzg2rTRKIbC26S2jNiEcyEUfHUMchzo7N/mZc5M3r/kH2tI6lvuL6bR/WvBT4QwPP+Q64T0Q8QFvgHzWUuRV42u5qGQE8flLDVtfMr4HP7XJfYHV5dAfm2d0gM4BfAE5ghoisB9YAz6rqicOrHwBut+u6GXiojut4HRht13kLUOMwYjsOVPUQ8GPgXRFZi939BWQAp9ntTrWvHeC/QDsR2QjcD2yuJY6arhesxHKn3dZGoO4H12Yp6cjmSXOvwv7k0JLs63Lmck/azc06Gqg23rK1y7zFXwZk05qGEhwVF3S/dVmb6E7j6i7dbP6bOnX8NfUtLCK9gTmq2lqW1I4o5k4g8v0m1AEEWoUzLs8z6MYeoY6jkjM6bTBQEYq2FX/UZ3teHpdd9N28ULRfi6dCHYAROCYJRDh3pucjrH7HFmPNiAfXI446RzU0F5GYJCRuYyhjWHzw/UkbchcuVNWQJKMqPkmdOn51Q05Q1Z3mLiB8mT2GW4bf0kKW8j3QcdSqwqSe4dT1AYAzqn+er3w9AAs272Dp9iwAzujbkwkDqz+7O5hfyMwVa9mdm8/FQwcyKe34s+3MfQf54NtN+FU5o08PznX3B+D1pWvYn1eAu2snLhlmTYmYu2kLXVKSGNrdGqC08eiicXnlh1ef1enK/vUYThgsvw9Ru0aQmDuBFsCd6fmcFrCUr9cZU7jJfdupxlyHjDNmeCrAvrwClm7P4qHvjWPyBePx7D3A4YLqoxzjoqO4cuQQJg2qnhz8fuW91Ru5a/zpPHrhRNZk7WV/XgF7j+YT5XQy5cIJZOfmUVJeQX5JKbtyjh5LAJV2F3836ou9rx7wqz8Uu3jNS506flHdxYxIYpJAy/EoEb7XwLfD7l+tDmdqqOOoicPVqR84sg/mF9KrfRuiXU6cDgd9O7Zn/Z7qI0iTYmPo2a4NjhOWd8k6cpT2ifG0T4zH5XQwomc3Nu49gNMhVPh8+FXx+f04RPhsw2YuHDqwxlhyy/cPmJP9gnj95d8F7YJP5gcmN2N7RjMxSaCFcGd6lgFvhTqOxjrUPv3b/OQ+4+suGTri7LKjS0oi2w/lUlRWTrnXR+b+gxwtrt8eMXklpbSJjzv2c5u4WPJKSumcnERiTDR/+2Ihg7t15nBhEYqS2rb2tfJKfAVdPsia1q3EW7CyyRdWP/9MnTo+HIerGk1kngm0LI9hrbgYV1fBcOJzRBdvGHJXW06xBks4cMWkx3VO3ss5aX351/xlRDtddGuTjCMAYV85csix719csIJrRqczd9MW9h4tYGDnDpzZr+dJ53i1POnD7H+MOK/bzQvax3QNZgI9DPwqiPUbIWTuBFoQd6YnC/hrqONoqHXp96xQh6uumZch54geOBQoPaNvTx45fzz3nTuWuKgoOiQl1Ov8lLjYancNR0tKSYmrvuLAhj37SW2bQrnXS05hMbecNYp1u/dR7q15XTlFXXP3vjp+Z+GGeRq8ST+/SJ06PjdIdRshZpJAy/MHIDvUQdTXkbZp63PbDAzrbqBKIlFxSMKGglJrSZncohLW79nPqJ7d63V+j3YpHC4sIqewGK/Pz7dZexnS7fhzcJ/fz4LNOzgnrR8VPj+VNxhqPys4lWWHPpq0NnfeYlUtb9zV1Wo5LXxmemtnZgy3QJ4090TgK8I8yfscrtL54/60Vx1RfUMdS31VFM/75tlPnptYVF6BU4QrRgxmQOcOLN66C4Cz+vciv6SUZ+YuorTCiwjEuFw8etEEYqOi8Ow7yAdrNqGqjOmTyvcGDzhW9/zNO4iLcjGmTw9UldeXfsv+/ALSunTksuF1rgMGQLf4/t+O6/SD3iLSJgCX6wfOSJ06vrmeOxghYJJAC+VJc/8B6xlB2Fqb/tNvctoPnXji8RnznmbDrqUkxbXhV9dZH0LnrHiZdTsXIeIgKa4NN036OW0Squ8Fv3nPGv675PiSNAeOZnH7eb9meJ9xvPb1H9m6bx2x0VbXzc2Tfk5qh/6s2T6fj1a+QkJMEndf+DiJsSkcytvLh8tf5I7z//ekmP2+3Ozy/JfDZjZzTVKiOm6/oPut0Q5p8kir51Onjr8vIEEZYcskgRbKk+aOApZgrb0ednJT+m9aM+LhQdSwreDWveuIiYrl1a//eCwJlJQXEWe/gc9b/y77cnfxowmP1Fp/UWk+v3vrFp688S2io2J57es/MrTXmYzsWz3n/G32ZO69+Cm+3bGA4vJCJg29ipfnPsmlY26jU0rN76Gluc/sAF+NqzuGi1hnwqFLUn98KMoRPbiRVWwExqROHV+/oU9GxArr7gKj8dyZngqsJXubvP9roPnFWb522H1RNSUAgP7dhhEfW31CbGUCACjzltY5kGjN9vkM7nE60VGnXurdIYLXX0G5twynw8XWfetIjm9XawIAcLi6Z52y0jBQ6ivq+EHW33sXefOWN+Z04EcmAbQOJgm0YO5Mz2ag9o/LIbLRffsSvzN6QN0lq5u9/EV+PeN6Vm75kktH33bKsqu3fc1p/c+pduzD5S/x1Dt38d/Fz1Phs56fnj/yR/x9zqNs2LWE0f3O4dPVM7ho1E2nrNsZMyxUSzY0iE+98XOyXxh9qDS7pnX5T+XR1Knj1wclKCPsmO6gVsCT5n4Pa/5AyOUn9dq8ctSjfRCJOlW5nIL9vPDJr451B1X12Zo38HrLuXTMbTWem1eUwx9m3c3vb3obp9N17FhyfDu8/grenP8XOiZ34+LTbql23rLNn1NcWkDvzm6+XPs28TFJXHPWfSfdTaj6ysuOPlPOyRuUhK3T2l/4Tb+k4RNOtR+ubXbq1PF1rkFvtBzmTqB1uAsIxVoz1fjF4V0z4iFfXQmgLmP6n8e3O2pfKmn19nkM6z3uWAIASEloj4gQ5YzmzEEXsfNg9b1AyitKWfbdZ0wYciUfrZzOzef8D327DGXF1pP3URdxRosjOaSrijbUqpzPJq7OmbtUVU+1Jele4I7miskIDyYJtALuTE8O1s5FIb3tyxx00yKfM6Z+Yx1PcDBv97Hv1+1aTOc2tQ/QWbX1a0af0BWUV5QDWGPu1+1YRLd21Z/rzl37NhOHXoXT6aLCW4YgOMRBubfm90xHdFqgx+MH3daC1WO/OfD2FlXNqeFlH3BT6tTxNb1mtGBm2YhWwp3p+cKT5n4ca9npZleQmLptf+fT67Vh/Mtzn2TLvrUUlubx6xk/5JLRt7IxazkHj2YjIrRL7Mz1Ex4GYNeh71i46UNunPgzwOpGyi08SP9u1bdWnf7VUxSU5oEqqe37cX2VkUVHiw6z61Aml4y2uocmDr2K/3vvXuKjE7n7wpN2OATAFTOsv6+0Mc9cQ+tAyc70T/a8uOvC7rcXOsVZdZb25NSp478OWWBGyJhnAq2MJ839D+Ce5mxTEf/8cU97fK64IXWXjhyluc9uBm/NS32GuRhHfM4lqXfvjXbGpmPmA7Rqpjuo9bkPeKc5G/xu4A8XtLQEAOCI6hHy5yyNVeYvbv9B9nMDDpfu+TfwYKjjMULHJIFWxp3p8QM3ASc/8QyCovguO/d2HRcWG8YHmjNmeNtQx9AUfvVt+nLfjMmpU8fXvDqd0SqYJNAKuTM95VhDRoO6JoyCrho5OQ+RiFraur4crt5DgKOhjqORdgCXTJk5pzDUgRihZZJAK+XO9BQClwCbg9XG1n5XL/BGJQyvu2RkEnE4xdHWE+o4GiEbOH/KzDkHQh2IEXomCbRi7kzPIeACrPHhAVUc12F3duo5YbluUSA5owefeo3n8JMFTJoyc862UAdihAeTBFo5d6ZnF1YiCOimIatG/uwgIvXbbSWCOWOGDiJy9nbehZUAtoc6ECN8mCRg4M70bATOJ0Czirf1uXxBRXTSqEDUFe7EkdABoiOhS6gyAewIdSBGeDFJwADAnelZBZwBrGtKPSUx7fbt6nlhi30OUBNHVO9DoY6hDpuBiVNmztkZ6kCM8GOSgHGMO9OTDYwDPm5sHatHTdmNSESsshkorpjhHUMdwynMB8ZOmTlnV6gDMcKTSQJGNe5MTwFwBfBcQ8/d2fPCRWUxbcYEPqrwJq5UNxCOdwMzsEYBHQl1IEb4MmsHGSdxZ3p8wAOeNPdm4K9AjZu/VFUWnXJwe5/LW9ys4PoQERFnh83qOxxOdwS/mzJzTkaogzDCn7kTMGrlzvT8HeuuoKCusqtGTtlBYDY3j0jO6KHh8n+pGLjZJACjvsLlH64RptyZno+xnhNk11YmO/WcJaVx7c9ovqjCjzN68GCs5ZhDaQMwZsrMOTNCHIcRQUwSMOrkzvSsA8YAH534WnlUUs6Wfj9o8FaRLY04YlOQmFBuNPMicPqUmXM2hTAGIwKZZwJGvbgzPQeAyzxp7ruBv2Bvrbh65CObEcfYkAYXJhxR/Y74y5v9PbgAuGfKzDlvNHfDRstg7gSMBnFnev4NDAcW7ul69rLi+M4mAdhcMcO7N3OT84FRJgEYTWGSgNFg7kzPdmDi9j6XvwoUhTqecOFwdR0A0hx7DBQC92PNAN7aDO0ZLTw3oagAAAcVSURBVJjZWcxokmn3fNULeB5rRdJWryz/9QXqOzA+iE28Dzw4ZeacWh/UG0ZDmCRgBMS0e766DmtOQbdQxxJK3rJ1y73Fc4Oxic42YPKUmXNmB6FuoxUz3UFGQNz3wrlvA/2AycDBEIcTMs7otMFAeQCrPIjV9eM2CcAIBnMnYATctHu+SgAeAB4F2oU4nGZXevSF1WhxU1dRLQL+DPxpysw5dU7WAxCR3sAcVR3a2EZF5ApgsKpObeB5zwJ3qGpiY9s2QsMkASNopt3zVTLwMNbdQUqIw2k2FcVffuMrWzuxkacXYY35f6qhO38FIgk0hoiMBh4CrjJJIPKYJGAE3bR7vmoL/Ax4EHt+QUvm9x3eUZ7/ap8GnrYfa9G+fzR2wTc7CXwKrAJGARuBW7B+95cDccBi4CeqqiLyIHAP4AU2qer1InIbMFpV7xeRzsALQF+7iZ+q6uIT2nQCc4EbgC2qmigiSVhLkg9U1QqxVpVdW/lzY67NCB6TBIxmYyeDG4A7sN6kWqzS3L/tAn+vehTdhNXt8/qUmXPKmtKmnQR2AONUdZGIvGTX/5KqHrHLvAa8raofisheoI+qlolIG1U9ekISmAksUdW/2W/2iaqad0KbDwEOVf2riBRW3gmIyMvAB6r6voj8GBikqlOacn1GcJgkYITEtHu+Go6VDG4E2oc4nIArK5g5X717JtTycgEwC3gV+GbKzDkB+U9oJ4H5qtrT/vlcrLuv14CfA/FYz2j+rqpTReT/27vf0KrqOI7j748zLe1BEdkfVCSs0NKQTNDSbEXQHzJIyCLJBwWzQQbDkoqIoseCuRwqhTEhK1BUrBBnRTXTKHQj0XxQiEJoJBFZ6fz24PezXa/O5nbXdnc+L7jcc3f/nHOe7HN+/77nY9Kagw3Ahoj4vSwEjgCjI+Kc4STpWuB9YHZEnCwLgduB5yNijqRW4OmIaK/EeVpluWyE9Yv6ptrdwKLGupbFwBxSINzLIJmxNnTY5BEnTh4q/dMpUrfJu8D6hnWb/+ijXZcHSpDWcUyNiIOSXgUuzu89AMwidRW9JGnSBe5rCjAeOCAJYISkAxExPrdExkmaDdQ4AAYutwRswGisaxkNPEq63/FM0pVrVYo4+edfx5YdB3YCm4ANDes2H/qPr/VKSXfQjIholbQa2EtqBYwj3RdiB6kV8howNiJ+lHQR6R7EE4GH6WwJvAfsOF93UNn+/20J5NcNQAPwekSsqPgJW0U4BGxAaqxrGQZMB+4G7iFVMa2Glus+YCuw9cTxr7Y9t+bl/62sRsnA8DfAraTxgPnAi8BjpMHn/aR/+G8A20mztgQ05y6iBZw5MLySNDDcQRoYbpW0BXgqIg6X7b88BK4mhdI1EXGsr87beschYFUhTze9kxQIs4AJwPB+PSg4DLTlxx7g0/qmWpdzyCTNBeZExPz+PhbrmkPAqlJjXUsNcD1wE3AzcAPpivU6YFSFd/cbabplW8mjvb6p9pcK72fQkPQmcB9wf0Ts7+/jsa45BGzQySuWxwGXASNJYwsju9g+BfwKHMvPZz3qm2p7NXXTbCBzCJiZFdigmI5nZmY94xAwMyswh4CdV17w06uFPpIekrTkAj5fK+lbSe2S1kiqhqmhZlXJIWB9LiI2drc0saQhwBpgXq6G+RPwZF8en1mROQSsO4ZKWitpr6QPJY2Q9IqkXflqfaVy3QBJz0r6XtKevOIUSQskLc/bV0laL2l3fswo29cVwN8l0wq3Ao9IGiLpB0lX5t8ZIunA6ddm1jMOAeuOG4G3ImICac78M8DyiLgtX61fAjyYP7sEmBIRk0llisstAz6LiFvoLHdc6igpdKbm13OBMRFxCmgmFZyDtGhsd0QcqcgZmhWUQ8C642BEfJm3m4E7gLskfS2pDaglLdqCtHJ2raQnSHXqy9UCKwAioqO8Fk2kOcvzgKWSdpIqbnbkt98m1ceHVHDunUqcnFmROQSsO7qqTDk3IiYBqzizMmUj6Sp/V08GdSOiNSJmRsQ04HNSvRsi4iDwcy6RPA34qCcnY2adHALWHWMlTc/bjwNf5O2jki4lddmcHtQdExHbgRdIxcnK7yS2DViYP18j6azbTkoalZ+H599pKnl7Nak18kFEdJR/18wujEPAumMfUC9pL3A5qTtnFdAOfALsyp+rAZpzF9F3wLJzVI9cROpKaiPdBnEigKQt+SYlAIvzvvYAmyKipeT7G0nB4q4gswpw2QirKnnAeGlEzOzvYzEbDLwIx6pGXnC2kM4ZQmbWS24JmJkVmMcEzMwKzCFgZlZgDgEzswJzCJiZFZhDwMyswBwCZmYF5hAwMyswh4CZWYE5BMzMCswhYGZWYA4BM7MCcwiYmRWYQ8DMrMAcAmZmBeYQMDMrMIeAmVmBOQTMzArMIWBmVmD/AAL7f+YOFQPXAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for index,edu_data in enumerate(edu_data_all):\n",
    "    plt.title(\"Cluster %d\" % (index+1))\n",
    "    labels,data = edu_data\n",
    "    plt.pie(data,labels=labels,autopct='%1.2f%%')\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2.各个聚类的年龄分布饼图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/ubuntu/lib/python3.5/site-packages/matplotlib/font_manager.py:1241: UserWarning: findfont: Font family ['sans-serif'] not found. Falling back to DejaVu Sans.\n",
      "  (prop.get_family(), self.defaultFamily[fontext]))\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 类别减小，分成3类[0-21] [22,50] [50,]\n",
    "def scale(data):\n",
    "    new_age = [0,0,0]\n",
    "    labels,data = data\n",
    "    for index,age in enumerate(labels):\n",
    "        age= int(age)\n",
    "        if age < 22:\n",
    "            new_age[0] = new_age[0] + data[index]\n",
    "        elif age < 50:\n",
    "            new_age[1] = new_age[1] + data[index]\n",
    "        else:\n",
    "            new_age[2] = new_age[2] + data[index]\n",
    "    return ([\"Youth\",\"Strong\",\"Old\"],new_age)\n",
    "\n",
    "for index,age_data in enumerate(age_data_all):\n",
    "    plt.rcParams['font.sans-serif']=['SimHei']\n",
    "    plt.rcParams['axes.unicode_minus'] = False\n",
    "    plt.title(\"Cluster %d\" % (index+1))\n",
    "    labels,data = scale(age_data)\n",
    "    plt.pie(data,labels=labels,autopct='%1.2f%%')\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3.各个聚类的工作分布饼图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for index,job_data in enumerate(job_data_all):\n",
    "    plt.title(\"Cluster %d\" % (index+1))\n",
    "    labels,data = job_data\n",
    "    plt.pie(data,labels=labels,autopct='%1.2f%%')\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.5.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
